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authorGravatar A. Unique TensorFlower <gardener@tensorflow.org>2018-07-13 07:21:37 -0700
committerGravatar TensorFlower Gardener <gardener@tensorflow.org>2018-07-13 07:24:52 -0700
commit98010279f40e4963512ba2f2f39c3d732aef7b93 (patch)
treeaf29e791c091b96761eec02ec9fc241efe66a81b /tensorflow/cc
parent895a7667884545a68480eb91916a5a23c2852308 (diff)
TF SavedModel: Split off a reader from the loader module
PiperOrigin-RevId: 204468340
Diffstat (limited to 'tensorflow/cc')
-rw-r--r--tensorflow/cc/saved_model/BUILD30
-rw-r--r--tensorflow/cc/saved_model/loader.cc70
-rw-r--r--tensorflow/cc/saved_model/reader.cc88
-rw-r--r--tensorflow/cc/saved_model/reader.h39
-rw-r--r--tensorflow/cc/saved_model/reader_test.cc108
5 files changed, 271 insertions, 64 deletions
diff --git a/tensorflow/cc/saved_model/BUILD b/tensorflow/cc/saved_model/BUILD
index 06a3be18e0..730b1b669b 100644
--- a/tensorflow/cc/saved_model/BUILD
+++ b/tensorflow/cc/saved_model/BUILD
@@ -34,6 +34,35 @@ cc_library(
)
cc_library(
+ name = "reader",
+ srcs = ["reader.cc"],
+ hdrs = ["reader.h"],
+ deps = [
+ ":constants",
+ "//tensorflow/core:lib",
+ "//tensorflow/core:protos_all_cc",
+ ],
+)
+
+tf_cc_test(
+ name = "reader_test",
+ srcs = ["reader_test.cc"],
+ data = [
+ ":saved_model_half_plus_two",
+ ],
+ linkstatic = 1,
+ deps = [
+ ":constants",
+ ":reader",
+ ":tag_constants",
+ "//tensorflow/core:lib",
+ "//tensorflow/core:test",
+ "//tensorflow/core:test_main",
+ "//tensorflow/core:testlib",
+ ],
+)
+
+cc_library(
name = "loader",
hdrs = ["loader.h"],
deps = [
@@ -54,6 +83,7 @@ cc_library(
hdrs = ["loader.h"],
deps = [
":constants",
+ ":reader",
] + if_not_mobile([
"//tensorflow/core:core_cpu",
"//tensorflow/core:framework",
diff --git a/tensorflow/cc/saved_model/loader.cc b/tensorflow/cc/saved_model/loader.cc
index faa1e378d0..07807ed2f3 100644
--- a/tensorflow/cc/saved_model/loader.cc
+++ b/tensorflow/cc/saved_model/loader.cc
@@ -18,8 +18,10 @@ limitations under the License.
#include <unordered_set>
#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/cc/saved_model/reader.h"
#include "tensorflow/core/lib/io/path.h"
#include "tensorflow/core/lib/monitoring/counter.h"
+#include "tensorflow/core/lib/strings/str_util.h"
#include "tensorflow/core/lib/strings/strcat.h"
#include "tensorflow/core/platform/env.h"
#include "tensorflow/core/platform/protobuf_internal.h"
@@ -43,56 +45,6 @@ auto* load_latency = monitoring::Counter<1>::New(
constexpr char kLoadAttemptFail[] = "fail";
constexpr char kLoadAttemptSuccess[] = "success";
-Status ReadSavedModel(const string& export_dir, SavedModel* saved_model_proto) {
- const string saved_model_pb_path =
- io::JoinPath(export_dir, kSavedModelFilenamePb);
- if (Env::Default()->FileExists(saved_model_pb_path).ok()) {
- return ReadBinaryProto(Env::Default(), saved_model_pb_path,
- saved_model_proto);
- }
- const string saved_model_pbtxt_path =
- io::JoinPath(export_dir, kSavedModelFilenamePbTxt);
- if (Env::Default()->FileExists(saved_model_pbtxt_path).ok()) {
- return ReadTextProto(Env::Default(), saved_model_pbtxt_path,
- saved_model_proto);
- }
- return Status(error::Code::NOT_FOUND,
- "Could not find SavedModel .pb or .pbtxt at supplied export "
- "directory path: " +
- export_dir);
-}
-
-string GetTagsAsString(const std::unordered_set<string>& tags) {
- string tags_as_string = "{ ";
- for (const string& tag : tags) {
- tags_as_string = strings::StrCat(tags_as_string, tag, " ");
- }
- tags_as_string = strings::StrCat(tags_as_string, "}");
- return tags_as_string;
-}
-
-Status FindMetaGraphDefToLoad(const SavedModel& saved_model_proto,
- const std::unordered_set<string>& tags,
- MetaGraphDef* meta_graph_def_to_load) {
- for (const MetaGraphDef& meta_graph_def : saved_model_proto.meta_graphs()) {
- // Get tags from the meta_graph_def.
- std::unordered_set<string> graph_tags;
- for (const string& tag : meta_graph_def.meta_info_def().tags()) {
- graph_tags.insert(tag);
- }
- // Match with the set of tags provided.
- if (graph_tags == tags) {
- *meta_graph_def_to_load = meta_graph_def;
- return Status::OK();
- }
- }
- return Status(error::Code::NOT_FOUND,
- "Could not find meta graph def matching supplied tags: " +
- GetTagsAsString(tags) +
- ". To inspect available tag-sets in the SavedModel, please "
- "use the SavedModel CLI: `saved_model_cli`");
-}
-
Status LoadMetaGraphIntoSession(const MetaGraphDef& meta_graph_def,
const SessionOptions& session_options,
std::unique_ptr<Session>* session) {
@@ -235,18 +187,8 @@ Status LoadSavedModelInternal(const SessionOptions& session_options,
const string& export_dir,
const std::unordered_set<string>& tags,
SavedModelBundle* const bundle) {
- if (!MaybeSavedModelDirectory(export_dir)) {
- return Status(error::Code::NOT_FOUND,
- "SavedModel not found in export directory: " + export_dir);
- }
- LOG(INFO) << "Loading SavedModel with tags: " << GetTagsAsString(tags)
- << "; from: " << export_dir;
-
- SavedModel saved_model_proto;
- TF_RETURN_IF_ERROR(ReadSavedModel(export_dir, &saved_model_proto));
-
- TF_RETURN_IF_ERROR(
- FindMetaGraphDefToLoad(saved_model_proto, tags, &bundle->meta_graph_def));
+ TF_RETURN_IF_ERROR(ReadMetaGraphDefFromSavedModel(export_dir, tags,
+ &bundle->meta_graph_def));
TF_RETURN_IF_ERROR(LoadMetaGraphIntoSession(
bundle->meta_graph_def, session_options, &bundle->session));
@@ -288,8 +230,8 @@ Status LoadSavedModel(const SessionOptions& session_options,
return end_microseconds - start_microseconds;
}();
auto log_and_count = [&](const string& status_str) {
- LOG(INFO) << "SavedModel load for tags " << GetTagsAsString(tags)
- << "; Status: " << status_str << ". Took "
+ LOG(INFO) << "SavedModel load for tags { " << str_util::Join(tags, " ")
+ << " }; Status: " << status_str << ". Took "
<< load_latency_microsecs << " microseconds.";
load_attempt_count->GetCell(export_dir, status_str)->IncrementBy(1);
};
diff --git a/tensorflow/cc/saved_model/reader.cc b/tensorflow/cc/saved_model/reader.cc
new file mode 100644
index 0000000000..2146c8a197
--- /dev/null
+++ b/tensorflow/cc/saved_model/reader.cc
@@ -0,0 +1,88 @@
+/* Copyright 2018 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow/cc/saved_model/reader.h"
+
+#include <unordered_set>
+
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/strings/str_util.h"
+#include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/protobuf/saved_model.pb.h"
+
+namespace tensorflow {
+namespace {
+
+Status ReadSavedModel(const string& export_dir, SavedModel* saved_model_proto) {
+ LOG(INFO) << "Reading SavedModel from: " << export_dir;
+
+ const string saved_model_pb_path =
+ io::JoinPath(export_dir, kSavedModelFilenamePb);
+ if (Env::Default()->FileExists(saved_model_pb_path).ok()) {
+ return ReadBinaryProto(Env::Default(), saved_model_pb_path,
+ saved_model_proto);
+ }
+ const string saved_model_pbtxt_path =
+ io::JoinPath(export_dir, kSavedModelFilenamePbTxt);
+ if (Env::Default()->FileExists(saved_model_pbtxt_path).ok()) {
+ return ReadTextProto(Env::Default(), saved_model_pbtxt_path,
+ saved_model_proto);
+ }
+ return Status(error::Code::NOT_FOUND,
+ "Could not find SavedModel .pb or .pbtxt at supplied export "
+ "directory path: " +
+ export_dir);
+}
+
+Status FindMetaGraphDef(const SavedModel& saved_model_proto,
+ const std::unordered_set<string>& tags,
+ MetaGraphDef* meta_graph_def) {
+ LOG(INFO) << "Reading meta graph with tags { " << str_util::Join(tags, " ")
+ << " }";
+ for (const MetaGraphDef& graph_def : saved_model_proto.meta_graphs()) {
+ // Get tags from the graph_def.
+ std::unordered_set<string> graph_tags;
+ for (const string& tag : graph_def.meta_info_def().tags()) {
+ graph_tags.insert(tag);
+ }
+ // Match with the set of tags provided.
+ if (graph_tags == tags) {
+ *meta_graph_def = graph_def;
+ return Status::OK();
+ }
+ }
+ return Status(
+ error::Code::NOT_FOUND,
+ strings::StrCat(
+ "Could not find meta graph def matching supplied tags: { ",
+ str_util::Join(tags, " "),
+ " }. To inspect available tag-sets in the SavedModel, please "
+ "use the SavedModel CLI: `saved_model_cli`"));
+}
+
+} // namespace
+
+Status ReadMetaGraphDefFromSavedModel(const string& export_dir,
+ const std::unordered_set<string>& tags,
+ MetaGraphDef* const meta_graph_def) {
+ SavedModel saved_model_proto;
+ TF_RETURN_IF_ERROR(ReadSavedModel(export_dir, &saved_model_proto));
+ TF_RETURN_IF_ERROR(FindMetaGraphDef(saved_model_proto, tags, meta_graph_def));
+ return Status::OK();
+}
+
+} // namespace tensorflow
diff --git a/tensorflow/cc/saved_model/reader.h b/tensorflow/cc/saved_model/reader.h
new file mode 100644
index 0000000000..5815108df2
--- /dev/null
+++ b/tensorflow/cc/saved_model/reader.h
@@ -0,0 +1,39 @@
+/* Copyright 2018 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+/// Functions to read the SavedModel proto, or parts of it.
+
+#ifndef TENSORFLOW_CC_SAVED_MODEL_READER_H_
+#define TENSORFLOW_CC_SAVED_MODEL_READER_H_
+
+#include <string>
+#include <unordered_set>
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+
+namespace tensorflow {
+
+// Reads the SavedModel proto from saved_model.pb(txt) in the given directory,
+// finds the MetaGraphDef that matches the given set of tags and writes it to
+// the `meta_graph_def` parameter. Returns a failure status when the SavedModel
+// file does not exist or no MetaGraphDef matches the tags.
+Status ReadMetaGraphDefFromSavedModel(const string& export_dir,
+ const std::unordered_set<string>& tags,
+ MetaGraphDef* const meta_graph_def);
+
+} // namespace tensorflow
+
+#endif // TENSORFLOW_CC_SAVED_MODEL_READER_H_
diff --git a/tensorflow/cc/saved_model/reader_test.cc b/tensorflow/cc/saved_model/reader_test.cc
new file mode 100644
index 0000000000..620e9c2eec
--- /dev/null
+++ b/tensorflow/cc/saved_model/reader_test.cc
@@ -0,0 +1,108 @@
+/* Copyright 2018 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow/cc/saved_model/reader.h"
+
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/cc/saved_model/tag_constants.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/strings/str_util.h"
+#include "tensorflow/core/platform/test.h"
+
+namespace tensorflow {
+namespace {
+
+constexpr char kTestDataPbTxt[] =
+ "cc/saved_model/testdata/half_plus_two_pbtxt/00000123";
+constexpr char kTestDataSharded[] =
+ "cc/saved_model/testdata/half_plus_two/00000123";
+
+class ReaderTest : public ::testing::Test {
+ protected:
+ ReaderTest() {}
+
+ void CheckMetaGraphDef(const MetaGraphDef& meta_graph_def) {
+ const auto& tags = meta_graph_def.meta_info_def().tags();
+ EXPECT_TRUE(std::find(tags.begin(), tags.end(), kSavedModelTagServe) !=
+ tags.end());
+ EXPECT_NE(meta_graph_def.meta_info_def().tensorflow_version(), "");
+ EXPECT_EQ(
+ meta_graph_def.signature_def().at("serving_default").method_name(),
+ "tensorflow/serving/predict");
+ }
+};
+
+TEST_F(ReaderTest, TagMatch) {
+ MetaGraphDef meta_graph_def;
+
+ const string export_dir =
+ io::JoinPath(testing::TensorFlowSrcRoot(), kTestDataSharded);
+ TF_ASSERT_OK(ReadMetaGraphDefFromSavedModel(export_dir, {kSavedModelTagServe},
+ &meta_graph_def));
+ CheckMetaGraphDef(meta_graph_def);
+}
+
+TEST_F(ReaderTest, NoTagMatch) {
+ MetaGraphDef meta_graph_def;
+
+ const string export_dir =
+ io::JoinPath(testing::TensorFlowSrcRoot(), kTestDataSharded);
+ Status st = ReadMetaGraphDefFromSavedModel(export_dir, {"missing-tag"},
+ &meta_graph_def);
+ EXPECT_FALSE(st.ok());
+ EXPECT_TRUE(str_util::StrContains(
+ st.error_message(),
+ "Could not find meta graph def matching supplied tags: { missing-tag }"))
+ << st.error_message();
+}
+
+TEST_F(ReaderTest, NoTagMatchMultiple) {
+ MetaGraphDef meta_graph_def;
+
+ const string export_dir =
+ io::JoinPath(testing::TensorFlowSrcRoot(), kTestDataSharded);
+ Status st = ReadMetaGraphDefFromSavedModel(
+ export_dir, {kSavedModelTagServe, "missing-tag"}, &meta_graph_def);
+ EXPECT_FALSE(st.ok());
+ EXPECT_TRUE(str_util::StrContains(
+ st.error_message(),
+ "Could not find meta graph def matching supplied tags: "))
+ << st.error_message();
+}
+
+TEST_F(ReaderTest, PbtxtFormat) {
+ MetaGraphDef meta_graph_def;
+
+ const string export_dir =
+ io::JoinPath(testing::TensorFlowSrcRoot(), kTestDataPbTxt);
+ TF_ASSERT_OK(ReadMetaGraphDefFromSavedModel(export_dir, {kSavedModelTagServe},
+ &meta_graph_def));
+ CheckMetaGraphDef(meta_graph_def);
+}
+
+TEST_F(ReaderTest, InvalidExportPath) {
+ MetaGraphDef meta_graph_def;
+
+ const string export_dir =
+ io::JoinPath(testing::TensorFlowSrcRoot(), "missing-path");
+ Status st = ReadMetaGraphDefFromSavedModel(export_dir, {kSavedModelTagServe},
+ &meta_graph_def);
+ EXPECT_FALSE(st.ok());
+}
+
+} // namespace
+} // namespace tensorflow